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User Preference Modelling for Access Selection in Multiple Radio Access Environments

机译:多种无线电接入环境中用于接入选择的用户偏好建模

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摘要

Access selection in future multiple radio access environments is considered in this paper from a new perspective, that of the consumer. A model is proposed for the automatic acquisition of user preferences to assist in access selection decision making. The proposed approach uses a two-level Bayesian C-Metanetwork that models individual user preferences in terms of affordable cost, acceptable level of quality of service and reputation of the access networks. User preferences under different contexts, such as leisure and business, are also considered. The model also adapts to the change of user preferences over time. A simulator has been developed to evaluate the proposed model and the simulation results are promising in terms of the proportion of correct preference predictions after a small number of training samples.
机译:本文从消费者的新角度考虑了未来多种无线电接入环境中的接入选择。提出了一种用于自动获取用户偏好以帮助进行访问选择决策的模型。所提出的方法使用了两级贝叶斯C元网络,该模型在负担得起的成本,可接受的服务质量水平和接入网的信誉方面对单个用户的偏好进行建模。还考虑了不同背景下(例如休闲和商务)的用户偏好。该模型还可以适应用户偏好随时间的变化。已经开发了模拟器来评估提出的模型,并且在少量训练样本后,就正确偏好预测的比例而言,模拟结果很有希望。

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